Pandas Profiling Report

Dataset statistics

Number of variables	11
Number of observations	5682
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	532.7 KiB
Average record size in memory	96.0 B

Variable types

Numeric	11

Alerts

`gross_revenue` is highly overall correlated with `qnty_itens` and 3 other fields	High correlation
`recency_days` is highly overall correlated with `qnty_invoices`	High correlation
`qnty_itens` is highly overall correlated with `gross_revenue` and 5 other fields	High correlation
`qnty_invoices` is highly overall correlated with `gross_revenue` and 5 other fields	High correlation
`qnty_products` is highly overall correlated with `gross_revenue` and 4 other fields	High correlation
`avg_recency_days` is highly overall correlated with `qnty_itens` and 2 other fields	High correlation
`frequency` is highly overall correlated with `qnty_itens` and 2 other fields	High correlation
`avg_basket_size` is highly overall correlated with `gross_revenue` and 3 other fields	High correlation
`avg_unique_basket_size` is highly overall correlated with `qnty_products` and 1 other fields	High correlation
`gross_revenue` is highly skewed (γ1 = 23.77019547)	Skewed
`qnty_itens` is highly skewed (γ1 = 25.79388576)	Skewed
`avg_ticket` is highly skewed (γ1 = 23.68750171)	Skewed
`customer_id` has unique values	Unique
`avg_recency_days` has 2927 (51.5%) zeros	Zeros

Reproduction

Analysis started	2022-12-30 22:18:13.725246
Analysis finished	2022-12-30 22:18:24.283084
Duration	10.56 seconds
Software version	pandas-profiling vv3.6.1
Download configuration	config.json

customer_id
Real number (ℝ)

Distinct	5682
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16605.061

Minimum	12347
Maximum	22709
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	12347
5-th percentile	12703.05
Q1	14292.25
median	16232.5
Q3	18211.75
95-th percentile	21742.15
Maximum	22709
Range	10362
Interquartile range (IQR)	3919.5

Descriptive statistics

Standard deviation	2808.0265
Coefficient of variation (CV)	0.16910667
Kurtosis	-0.82234601
Mean	16605.061
Median Absolute Deviation (MAD)	1959.5
Skewness	0.44051451
Sum	94349954
Variance	7885012.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17850	1	< 0.1%
21128	1	< 0.1%
21110	1	< 0.1%
21109	1	< 0.1%
21108	1	< 0.1%
21107	1	< 0.1%
15007	1	< 0.1%
17899	1	< 0.1%
13833	1	< 0.1%
17312	1	< 0.1%
Other values (5672)	5672	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12349	1	< 0.1%
12350	1	< 0.1%
12352	1	< 0.1%
12353	1	< 0.1%
12354	1	< 0.1%
12355	1	< 0.1%
12356	1	< 0.1%
12357	1	< 0.1%

Value	Count	Frequency (%)
22709	1	< 0.1%
22708	1	< 0.1%
22707	1	< 0.1%
22706	1	< 0.1%
22705	1	< 0.1%
22704	1	< 0.1%
22700	1	< 0.1%
22699	1	< 0.1%
22696	1	< 0.1%
22695	1	< 0.1%

gross_revenue
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5446
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1718.7503

Minimum	0.42
Maximum	278713.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	0.42
5-th percentile	12.851
Q1	231.6725
median	602.12
Q3	1548.6825
95-th percentile	5203.3905
Maximum	278713.22
Range	278712.8
Interquartile range (IQR)	1317.01

Descriptive statistics

Standard deviation	7371.2013
Coefficient of variation (CV)	4.2886983
Kurtosis	740.70723
Mean	1718.7503
Median Absolute Deviation (MAD)	470.06
Skewness	23.770195
Sum	9765939
Variance	54334609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.95	9	0.2%
7.95	9	0.2%
2.95	8	0.1%
1.25	8	0.1%
12.75	7	0.1%
3.75	7	0.1%
7.5	7	0.1%
1.65	7	0.1%
5.95	6	0.1%
4.25	6	0.1%
Other values (5436)	5608	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42	1	< 0.1%
0.65	1	< 0.1%
0.79	1	< 0.1%
0.84	4	0.1%
0.85	3	0.1%
1.07	1	< 0.1%
1.25	8	0.1%
1.44	1	< 0.1%
1.65	7	0.1%
1.69	1	< 0.1%

Value	Count	Frequency (%)
278713.22	1	< 0.1%
259657.3	1	< 0.1%
189861.01	1	< 0.1%
135778.1	1	< 0.1%
123645.86	1	< 0.1%
114691.21	1	< 0.1%
88462.04	1	< 0.1%
65920.12	1	< 0.1%
63031.62	1	< 0.1%
61255.04	1	< 0.1%

recency_days
Real number (ℝ)

Distinct	304
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.30077

Minimum	0
Maximum	373
Zeros	37
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	23
median	71
Q3	200
95-th percentile	338
Maximum	373
Range	373
Interquartile range (IQR)	177

Descriptive statistics

Standard deviation	111.77505
Coefficient of variation (CV)	0.95289272
Kurtosis	-0.65445903
Mean	117.30077
Median Absolute Deviation (MAD)	61.5
Skewness	0.80789939
Sum	666503
Variance	12493.663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	110	1.9%
4	105	1.8%
3	96	1.7%
2	90	1.6%
10	88	1.5%
8	83	1.5%
17	79	1.4%
9	79	1.4%
7	76	1.3%
15	66	1.2%
Other values (294)	4810	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	0.7%
1	110	1.9%
2	90	1.6%
3	96	1.7%
4	105	1.8%
5	52	0.9%
7	76	1.3%
8	83	1.5%
9	79	1.4%
10	88	1.5%

Value	Count	Frequency (%)
373	24	0.4%
372	22	0.4%
371	17	0.3%
369	4	0.1%
368	13	0.2%
367	16	0.3%
366	15	0.3%
365	20	0.4%
364	11	0.2%
362	7	0.1%

qnty_itens
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1822
Distinct (%)	32.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	933.69095

Minimum	1
Maximum	196556
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	104
median	314
Q3	794.75
95-th percentile	2852.8
Maximum	196556
Range	196555
Interquartile range (IQR)	690.75

Descriptive statistics

Standard deviation	4124.5222
Coefficient of variation (CV)	4.4174383
Kurtosis	992.1513
Mean	933.69095
Median Absolute Deviation (MAD)	251
Skewness	25.793886
Sum	5305232
Variance	17011683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	115	2.0%
2	72	1.3%
3	50	0.9%
4	49	0.9%
5	35	0.6%
6	29	0.5%
12	24	0.4%
72	23	0.4%
88	23	0.4%
7	21	0.4%
Other values (1812)	5241	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	115	2.0%
2	72	1.3%
3	50	0.9%
4	49	0.9%
5	35	0.6%
6	29	0.5%
7	21	0.4%
8	17	0.3%
9	7	0.1%
10	17	0.3%

Value	Count	Frequency (%)
196556	1	< 0.1%
77209	1	< 0.1%
76946	1	< 0.1%
69021	1	< 0.1%
64124	1	< 0.1%
63033	1	< 0.1%
61872	1	< 0.1%
57961	1	< 0.1%
57010	1	< 0.1%
49391	1	< 0.1%

qnty_invoices
Real number (ℝ)

Distinct	55
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4167547

Minimum	1
Maximum	202
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	4
95-th percentile	11
Maximum	202
Range	201
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.596809
Coefficient of variation (CV)	1.9307236
Kurtosis	304.25869
Mean	3.4167547
Median Absolute Deviation (MAD)	0
Skewness	13.182002
Sum	19414
Variance	43.517889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2874	50.6%
2	830	14.6%
3	502	8.8%
4	394	6.9%
5	231	4.1%
6	178	3.1%
7	136	2.4%
8	97	1.7%
9	67	1.2%
11	52	0.9%
Other values (45)	321	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2874	50.6%
2	830	14.6%
3	502	8.8%
4	394	6.9%
5	231	4.1%
6	178	3.1%
7	136	2.4%
8	97	1.7%
9	67	1.2%
10	51	0.9%

Value	Count	Frequency (%)
202	1	< 0.1%
191	1	< 0.1%
120	1	< 0.1%
90	2	< 0.1%
87	1	< 0.1%
85	1	< 0.1%
71	1	< 0.1%
61	1	< 0.1%
60	1	< 0.1%
55	1	< 0.1%

qnty_products
Real number (ℝ)

Distinct	521
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.67969

Minimum	1
Maximum	6307
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	14
median	40
Q3	103
95-th percentile	319.95
Maximum	6307
Range	6306
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	191.4163
Coefficient of variation (CV)	2.1344442
Kurtosis	382.88242
Mean	89.67969
Median Absolute Deviation (MAD)	32
Skewness	15.177168
Sum	509560
Variance	36640.198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	261	4.6%
2	150	2.6%
3	107	1.9%
6	99	1.7%
10	95	1.7%
4	91	1.6%
9	90	1.6%
5	88	1.5%
7	87	1.5%
8	84	1.5%
Other values (511)	4530	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	261	4.6%
2	150	2.6%
3	107	1.9%
4	91	1.6%
5	88	1.5%
6	99	1.7%
7	87	1.5%
8	84	1.5%
9	90	1.6%
10	95	1.7%

Value	Count	Frequency (%)
6307	1	< 0.1%
5095	1	< 0.1%
4563	1	< 0.1%
4295	1	< 0.1%
2441	1	< 0.1%
2051	1	< 0.1%
2036	1	< 0.1%
1723	1	< 0.1%
1662	1	< 0.1%
1634	1	< 0.1%

avg_ticket
Real number (ℝ)

Distinct	5490
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.491036

Minimum	0.42
Maximum	4288.0667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	0.42
5-th percentile	3.5083935
Q1	7.95
median	15.765078
Q3	22.106067
95-th percentile	76.32
Maximum	4288.0667
Range	4287.6467
Interquartile range (IQR)	14.156067

Descriptive statistics

Standard deviation	116.20947
Coefficient of variation (CV)	3.9405014
Kurtosis	723.30041
Mean	29.491036
Median Absolute Deviation (MAD)	7.4804101
Skewness	23.687502
Sum	167568.07
Variance	13504.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.75	11	0.2%
4.95	10	0.2%
1.25	9	0.2%
2.95	9	0.2%
7.95	8	0.1%
12.75	7	0.1%
1.65	7	0.1%
8.25	7	0.1%
15	6	0.1%
4.15	6	0.1%
Other values (5480)	5602	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42	3	0.1%
0.535	1	< 0.1%
0.65	1	< 0.1%
0.79	1	< 0.1%
0.8371428571	1	< 0.1%
0.84	2	< 0.1%
0.85	3	0.1%
1.002222222	1	< 0.1%
1.02	1	< 0.1%
1.045	1	< 0.1%

Value	Count	Frequency (%)
4288.066667	1	< 0.1%
3861	1	< 0.1%
3202.92	1	< 0.1%
3096	1	< 0.1%
1687.2	1	< 0.1%
1377.077778	1	< 0.1%
1001.2	1	< 0.1%
967.5589091	1	< 0.1%
931.5	1	< 0.1%
910.6735714	1	< 0.1%

avg_recency_days
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1159
Distinct (%)	20.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.497378

Minimum	0
Maximum	366
Zeros	2927
Zeros (%)	51.5%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	58
95-th percentile	166
Maximum	366
Range	366
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	61.011957
Coefficient of variation (CV)	1.5848341
Kurtosis	6.3549791
Mean	38.497378
Median Absolute Deviation (MAD)	0
Skewness	2.3211218
Sum	218742.1
Variance	3722.4589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2927	51.5%
70	22	0.4%
46	17	0.3%
55	17	0.3%
42	16	0.3%
31	16	0.3%
28	15	0.3%
21	15	0.3%
49	15	0.3%
56	14	0.2%
Other values (1149)	2608	45.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2927	51.5%
1	9	0.2%
2	4	0.1%
2.929133858	1	< 0.1%
3	5	0.1%
3.351351351	1	< 0.1%
3.36036036	1	< 0.1%
4	4	0.1%
4.191011236	1	< 0.1%
4.275862069	1	< 0.1%

Value	Count	Frequency (%)
366	1	< 0.1%
365	1	< 0.1%
364	1	< 0.1%
363	1	< 0.1%
357	2	< 0.1%
356	1	< 0.1%
355	2	< 0.1%
352	1	< 0.1%
351	2	< 0.1%
350	3	0.1%

frequency
Real number (ℝ)

Distinct	1204
Distinct (%)	21.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54904729

Minimum	0.0054495913
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	0.0054495913
5-th percentile	0.010989011
Q1	0.024793388
median	1
Q3	1
95-th percentile	1
Maximum	17
Range	16.99455
Interquartile range (IQR)	0.97520661

Descriptive statistics

Standard deviation	0.55056542
Coefficient of variation (CV)	1.002765
Kurtosis	139.03774
Mean	0.54904729
Median Absolute Deviation (MAD)	0
Skewness	4.8477436
Sum	3119.6867
Variance	0.30312229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2882	50.7%
2	50	0.9%
0.02777777778	18	0.3%
0.0625	17	0.3%
0.02380952381	16	0.3%
0.09090909091	15	0.3%
0.02941176471	15	0.3%
0.02127659574	13	0.2%
0.01923076923	13	0.2%
0.07692307692	13	0.2%
Other values (1194)	2630	46.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005586592179	2	< 0.1%
0.005602240896	1	< 0.1%
0.005617977528	2	< 0.1%
0.00566572238	1	< 0.1%
0.005681818182	2	< 0.1%
0.005698005698	3	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
4	1	< 0.1%
3	4	0.1%
2	50	0.9%
1.142857143	1	< 0.1%
1	2882	50.7%
0.6666666667	3	0.1%
0.5401069519	1	< 0.1%
0.5120643432	1	< 0.1%
0.5	3	0.1%

avg_basket_size
Real number (ℝ)

Distinct	2361
Distinct (%)	41.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	246.7422

Minimum	1
Maximum	14149
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	73.6875
median	150
Q3	288
95-th percentile	731.95
Maximum	14149
Range	14148
Interquartile range (IQR)	214.3125

Descriptive statistics

Standard deviation	436.04325
Coefficient of variation (CV)	1.7672017
Kurtosis	387.40303
Mean	246.7422
Median Absolute Deviation (MAD)	96
Skewness	14.667628
Sum	1401989.2
Variance	190133.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	116	2.0%
2	71	1.2%
3	50	0.9%
4	49	0.9%
5	35	0.6%
6	30	0.5%
72	25	0.4%
12	25	0.4%
88	21	0.4%
7	21	0.4%
Other values (2351)	5239	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	116	2.0%
2	71	1.2%
3	50	0.9%
3.333333333	1	< 0.1%
4	49	0.9%
5	35	0.6%
5.666666667	1	< 0.1%
6	30	0.5%
7	21	0.4%
7.5	1	< 0.1%

Value	Count	Frequency (%)
14149	1	< 0.1%
13956	1	< 0.1%
7824	1	< 0.1%
5963	1	< 0.1%
5197	1	< 0.1%
4300	1	< 0.1%
4280	1	< 0.1%
4278	1	< 0.1%
4136	1	< 0.1%
4049.789474	1	< 0.1%

avg_unique_basket_size
Real number (ℝ)

Distinct	1244
Distinct (%)	21.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.660301

Minimum	1
Maximum	1113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	88.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1.3333333
Q1	8.6666667
median	17.666667
Q3	35
95-th percentile	174.95
Maximum	1113
Range	1112
Interquartile range (IQR)	26.333333

Descriptive statistics

Standard deviation	77.008201
Coefficient of variation (CV)	1.9416948
Kurtosis	32.433521
Mean	39.660301
Median Absolute Deviation (MAD)	11.3125
Skewness	5.012874
Sum	225349.83
Variance	5930.263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	283	5.0%
2	165	2.9%
3	111	2.0%
10	107	1.9%
6	99	1.7%
9	99	1.7%
13	96	1.7%
7	93	1.6%
5	92	1.6%
4	91	1.6%
Other values (1234)	4446	78.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	283	5.0%
1.2	1	< 0.1%
1.333333333	2	< 0.1%
1.5	8	0.1%
1.527777778	1	< 0.1%
1.666666667	5	0.1%
1.8	1	< 0.1%
1.833333333	1	< 0.1%
1.888888889	1	< 0.1%
2	165	2.9%

Value	Count	Frequency (%)
1113	1	< 0.1%
748	1	< 0.1%
730	1	< 0.1%
720	1	< 0.1%
704	1	< 0.1%
686	1	< 0.1%
675	1	< 0.1%
674	1	< 0.1%
661	1	< 0.1%
649	1	< 0.1%

Auto

Heatmap
Table

	customer_id	gross_revenue	recency_days	qnty_itens	qnty_invoices	qnty_products	avg_ticket	avg_recency_days	frequency	avg_basket_size	avg_unique_basket_size
customer_id	1.000	-0.177	0.244	-0.289	-0.383	-0.045	-0.387	-0.387	0.381	-0.146	0.115
gross_revenue	-0.177	1.000	-0.424	0.929	0.641	0.836	0.349	0.436	-0.452	0.728	0.488
recency_days	0.244	-0.424	1.000	-0.495	-0.597	-0.376	-0.150	-0.472	0.487	-0.199	-0.036
qnty_itens	-0.289	0.929	-0.495	1.000	0.693	0.779	0.336	0.501	-0.513	0.793	0.410
qnty_invoices	-0.383	0.641	-0.597	0.693	1.000	0.530	0.270	0.799	-0.800	0.161	-0.049
qnty_products	-0.045	0.836	-0.376	0.779	0.530	1.000	-0.136	0.345	-0.359	0.613	0.768
avg_ticket	-0.387	0.349	-0.150	0.336	0.270	-0.136	1.000	0.230	-0.228	0.272	-0.352
avg_recency_days	-0.387	0.436	-0.472	0.501	0.799	0.345	0.230	1.000	-0.987	0.126	-0.036
frequency	0.381	-0.452	0.487	-0.513	-0.800	-0.359	-0.228	-0.987	1.000	-0.130	0.031
avg_basket_size	-0.146	0.728	-0.199	0.793	0.161	0.613	0.272	0.126	-0.130	1.000	0.606
avg_unique_basket_size	0.115	0.488	-0.036	0.410	-0.049	0.768	-0.352	-0.036	0.031	0.606	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	customer_id	gross_revenue	recency_days	qnty_itens	qnty_invoices	qnty_products	avg_ticket	avg_recency_days	frequency	avg_basket_size	avg_unique_basket_size
0	17850	5298.79	372	1698	34	210	25.232333	1.000000	17.000000	49.941176	6.176471
1	13047	3089.10	56	1355	9	149	20.732215	52.833333	0.028302	150.555556	16.555556
2	12583	6629.34	2	4978	15	227	29.204141	26.500000	0.040323	331.866667	15.133333
3	13748	948.25	95	439	5	28	33.866071	92.666667	0.017921	87.800000	5.600000
4	15291	4564.60	25	2094	14	94	48.559574	26.769231	0.040115	149.571429	6.714286
5	14688	5155.03	7	3188	20	265	19.452943	19.263158	0.054496	159.400000	13.250000
6	17809	5344.66	16	2016	11	59	90.587458	39.666667	0.030726	183.272727	5.363636
7	15311	61255.04	0	37693	90	2036	30.085972	4.191011	0.240642	418.811111	22.622222
8	16098	2005.63	87	613	7	67	29.934776	47.666667	0.024390	87.571429	9.571429
9	18074	489.60	373	190	1	13	37.661538	0.000000	1.000000	190.000000	13.000000

	customer_id	gross_revenue	recency_days	qnty_itens	qnty_invoices	qnty_products	avg_ticket	avg_recency_days	frequency	avg_basket_size	avg_unique_basket_size
5672	16716	336.60	311	44	1	1	336.600000	0.0	1.000000	44.0	1.0
5673	16073	94.35	297	37	1	1	94.350000	0.0	1.000000	37.0	1.0
5674	17440	177.10	247	232	2	3	59.033333	0.0	2.000000	116.0	1.5
5675	18220	298.92	226	282	1	2	149.460000	0.0	1.000000	282.0	2.0
5676	16998	277.50	304	74	1	1	277.500000	0.0	1.000000	74.0	1.0
5677	15098	301.95	182	61	1	1	301.950000	0.0	1.000000	61.0	1.0
5678	13217	126.42	131	114	2	2	63.210000	25.0	0.076923	57.0	1.0
5679	13106	59.50	133	14	1	1	59.500000	0.0	1.000000	14.0	1.0
5680	17747	65.45	112	11	1	1	65.450000	0.0	1.000000	11.0	1.0
5681	16462	102.00	283	12	1	1	102.000000	0.0	1.000000	12.0	1.0

Overview

Variables

Interactions

Correlations

Missing values

Sample